{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import csv\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import re\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "output": {
          "id": 1260065985462548,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['result_tbsize_10000_zch_dlrmv3_kuairand27k', 'result_tbsize_10000_nonzch_dlrmv3_kuairand27k']\n"
          ]
        }
      ],
      "source": [
        "qps_stats_folders = [x for x in os.listdir(\"/home/lizhouyu/home/lizhouyu/zch_results/\") if x.startswith(\"result_tbsize\")]\n",
        "qps_stats_folders = [x for x in qps_stats_folders if \"tbsize_10000\" in x and \"kuairand27k\" in x and \"prehash\" not in x]\n",
        "print(qps_stats_folders)\n",
        "#"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [],
      "source": [
        "figure_folder = \"/home/lizhouyu/home/lizhouyu/zch_results_figures\"\n",
        "os.makedirs(figure_folder, exist_ok=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {},
      "outputs": [],
      "source": [
        "def get_average_qps(qps_stats_file_folder):\n",
        "    qps_stats_file_path = os.path.join(qps_stats_file_folder, 'qps_metrics.csv')\n",
        "    df_qps_stats = pd.read_csv(qps_stats_file_path)\n",
        "    # maintain a dictionary of {feature_name: {batch_idx: num_queries_over_all_ranks_at_batch_idx}}\n",
        "    rank_qps_dict = {}\n",
        "    for index, row in df_qps_stats.iterrows():\n",
        "        batch_idx = row[\"batch_idx\"]\n",
        "        rank_idx = row[\"rank\"]\n",
        "        qps = row[\"qps\"]\n",
        "        if rank_idx not in rank_qps_dict:\n",
        "            rank_qps_dict[rank_idx] = {}\n",
        "        rank_qps_dict[rank_idx][batch_idx] = qps\n",
        "    # get average qps over all ranks\n",
        "    average_qps_dict = {} # {batch_idx: {\"mean\": average_qps_at_batch_idx, \"min\": min_qps_at_batch_idx, \"max\": max_qps_at_batch_idx}}\n",
        "    for batch_idx in rank_qps_dict[0]:\n",
        "        batch_per_rank_qps_list = []\n",
        "        for rank_idx in rank_qps_dict:\n",
        "            batch_per_rank_qps_list.append(rank_qps_dict[rank_idx][batch_idx])\n",
        "        batch_per_rank_qps_list = np.array(batch_per_rank_qps_list)\n",
        "        average_qps_dict[batch_idx] = {\n",
        "            \"mean\": np.mean(batch_per_rank_qps_list),\n",
        "            \"min\": np.min(batch_per_rank_qps_list),\n",
        "            \"max\": np.max(batch_per_rank_qps_list)\n",
        "        }\n",
        "    return average_qps_dict"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {},
      "outputs": [],
      "source": [
        "re_zch_method_name_pattern = re.compile(r\"\\d+_((non)?zch(.*)?)\")\n",
        "re_table_size_pattern = re.compile(r\"result_tbsize_(\\d+)\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "output": {
          "id": 619250161226680,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "zch_dlrmv3_kuairand27k 10000\n",
            "nonzch_dlrmv3_kuairand27k 10000\n"
          ]
        }
      ],
      "source": [
        "table_size_zch_method_avetage_qps_dict = {}\n",
        "for zch_stats_folder in qps_stats_folders:\n",
        "    zch_method_name = re_zch_method_name_pattern.search(zch_stats_folder).group(1)\n",
        "    table_size = int(re_table_size_pattern.search(zch_stats_folder).group(1))\n",
        "    print(zch_method_name, table_size)\n",
        "    zch_stats_file_folder = os.path.join(\"/home/lizhouyu/home/lizhouyu/zch_results\", zch_stats_folder)\n",
        "    average_qps_dict = get_average_qps(zch_stats_file_folder)\n",
        "    if table_size not in table_size_zch_method_avetage_qps_dict:\n",
        "        table_size_zch_method_avetage_qps_dict[table_size] = {}\n",
        "    table_size_zch_method_avetage_qps_dict[table_size][zch_method_name] = average_qps_dict"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Plot collision rate"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "output": {
          "id": 1230691201590721,
          "loadingStatus": "loaded"
        }
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# plot the average ratio of accumulated_collision_count / accumulated_total_count for all the features\n",
        "# the x-axis is the batch_idx, the y-axis is the ratio\n",
        "for table_size in table_size_zch_method_avetage_qps_dict:\n",
        "    fig = plt.figure(figsize=(8, 6))\n",
        "    font_size = 24\n",
        "    for zch_method_name in table_size_zch_method_avetage_qps_dict[table_size]:\n",
        "        x_list = []\n",
        "        y_list = []\n",
        "        y_min_list = []\n",
        "        y_max_list = []\n",
        "        for batch_idx in table_size_zch_method_avetage_qps_dict[table_size][zch_method_name]:\n",
        "            x_list.append(batch_idx)\n",
        "            y_list.append(table_size_zch_method_avetage_qps_dict[table_size][zch_method_name][batch_idx][\"mean\"])\n",
        "            y_min_list.append(table_size_zch_method_avetage_qps_dict[table_size][zch_method_name][batch_idx][\"min\"])\n",
        "            y_max_list.append(table_size_zch_method_avetage_qps_dict[table_size][zch_method_name][batch_idx][\"max\"])\n",
        "        line_style = \"--\" if \"nonzch\" in zch_method_name else \"-\"\n",
        "        plt.plot(x_list, y_list, label=f\"{zch_method_name}\", linewidth=3, linestyle=line_style)\n",
        "        plt.fill_between(x_list, y_min_list, y_max_list, alpha=0.2)\n",
        "    plt.xlabel(\"batch_idx\", fontsize=font_size)\n",
        "    plt.ylabel(\"average qps rate\", fontsize=font_size)\n",
        "    # plt.title(\"average collision rate vs batch_idx\", fontsize=font_size)\n",
        "    plt.xticks(fontsize=font_size)\n",
        "    plt.yticks(fontsize=font_size)\n",
        "    plt.legend(fontsize=font_size*0.7, title=f\"table size: {table_size}\", title_fontsize=font_size*0.7)\n",
        "    # save\n",
        "    fig_path = os.path.join(figure_folder, f\"average_qps_rate_vs_batch_idx_tbsize_{table_size}.png\")\n",
        "    plt.tight_layout()\n",
        "    fig.savefig(fig_path)\n",
        "    plt.show()\n",
        "    plt.close()\n",
        "# plot the ratio of accumulated_collision_count / accumulated_total_count"
      ]
    }
  ],
  "metadata": {
    "fileHeader": "",
    "fileUid": "48f0276b-0d89-4f9f-9a7a-2038c58a3c2e",
    "isAdHoc": false,
    "kernelspec": {
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